Improving FastCaloGAN Simulation of Pion Calorimeter Showers

FastCaloGAN uses unsupervised machine learning techniques to provide a fast simulation of the full ATLAS calorimeter system. In this project, the effects of modifying various elements of the FastCaloGAN's architecture were studied and this report describes some of the most successful modificat...

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Detalles Bibliográficos
Autor principal: Barber, Matthew William
Lenguaje:eng
Publicado: 2021
Materias:
Particle Physics - Experiment
Acceso en línea:http://cds.cern.ch/record/2780098
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author Barber, Matthew William
author_facet Barber, Matthew William
author_sort Barber, Matthew William
collection CERN
description FastCaloGAN uses unsupervised machine learning techniques to provide a fast simulation of the full ATLAS calorimeter system. In this project, the effects of modifying various elements of the FastCaloGAN's architecture were studied and this report describes some of the most successful modifications. Overall, we were able to achieve significantly better performance with greatly reduced computational resources.
id cern-2780098
institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2021
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spelling cern-27800982021-09-04T18:36:54Zhttp://cds.cern.ch/record/2780098engBarber, Matthew WilliamImproving FastCaloGAN Simulation of Pion Calorimeter ShowersParticle Physics - ExperimentFastCaloGAN uses unsupervised machine learning techniques to provide a fast simulation of the full ATLAS calorimeter system. In this project, the effects of modifying various elements of the FastCaloGAN's architecture were studied and this report describes some of the most successful modifications. Overall, we were able to achieve significantly better performance with greatly reduced computational resources.CERN-STUDENTS-Note-2021-121oai:cds.cern.ch:27800982021-09-03
spellingShingle Particle Physics - Experiment
Barber, Matthew William
Improving FastCaloGAN Simulation of Pion Calorimeter Showers
title Improving FastCaloGAN Simulation of Pion Calorimeter Showers
title_full Improving FastCaloGAN Simulation of Pion Calorimeter Showers
title_fullStr Improving FastCaloGAN Simulation of Pion Calorimeter Showers
title_full_unstemmed Improving FastCaloGAN Simulation of Pion Calorimeter Showers
title_short Improving FastCaloGAN Simulation of Pion Calorimeter Showers
title_sort improving fastcalogan simulation of pion calorimeter showers
topic Particle Physics - Experiment
url http://cds.cern.ch/record/2780098
work_keys_str_mv AT barbermatthewwilliam improvingfastcalogansimulationofpioncalorimetershowers

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